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Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding


May 23, 2022
Chitwan Saharia, William Chan, Saurabh Saxena, Lala Li, Jay Whang, Emily Denton, Seyed Kamyar Seyed Ghasemipour, Burcu Karagol Ayan, S. Sara Mahdavi, Rapha Gontijo Lopes, Tim Salimans, Jonathan Ho, David J Fleet, Mohammad Norouzi


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Decoder Denoising Pretraining for Semantic Segmentation


May 23, 2022
Emmanuel Brempong Asiedu, Simon Kornblith, Ting Chen, Niki Parmar, Matthias Minderer, Mohammad Norouzi


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Robust and Efficient Medical Imaging with Self-Supervision


May 19, 2022
Shekoofeh Azizi, Laura Culp, Jan Freyberg, Basil Mustafa, Sebastien Baur, Simon Kornblith, Ting Chen, Patricia MacWilliams, S. Sara Mahdavi, Ellery Wulczyn, Boris Babenko, Megan Wilson, Aaron Loh, Po-Hsuan Cameron Chen, Yuan Liu, Pinal Bavishi, Scott Mayer McKinney, Jim Winkens, Abhijit Guha Roy, Zach Beaver, Fiona Ryan, Justin Krogue, Mozziyar Etemadi, Umesh Telang, Yun Liu, Lily Peng, Greg S. Corrado, Dale R. Webster, David Fleet, Geoffrey Hinton, Neil Houlsby, Alan Karthikesalingam, Mohammad Norouzi, Vivek Natarajan


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Video Diffusion Models


Apr 07, 2022
Jonathan Ho, Tim Salimans, Alexey Gritsenko, William Chan, Mohammad Norouzi, David J. Fleet


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Learning Fast Samplers for Diffusion Models by Differentiating Through Sample Quality


Feb 11, 2022
Daniel Watson, William Chan, Jonathan Ho, Mohammad Norouzi

* Published as a conference paper at ICLR 2022 

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Palette: Image-to-Image Diffusion Models


Nov 10, 2021
Chitwan Saharia, William Chan, Huiwen Chang, Chris A. Lee, Jonathan Ho, Tim Salimans, David J. Fleet, Mohammad Norouzi


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WaveGrad 2: Iterative Refinement for Text-to-Speech Synthesis


Jun 19, 2021
Nanxin Chen, Yu Zhang, Heiga Zen, Ron J. Weiss, Mohammad Norouzi, Najim Dehak, William Chan

* Proceedings of INTERSPEECH 

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Generate, Annotate, and Learn: Generative Models Advance Self-Training and Knowledge Distillation


Jun 11, 2021
Xuanli He, Islam Nassar, Jamie Kiros, Gholamreza Haffari, Mohammad Norouzi

* 26 pages, 3 figures 

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Learning to Efficiently Sample from Diffusion Probabilistic Models


Jun 07, 2021
Daniel Watson, Jonathan Ho, Mohammad Norouzi, William Chan


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Autoregressive Dynamics Models for Offline Policy Evaluation and Optimization


Apr 28, 2021
Michael R. Zhang, Tom Le Paine, Ofir Nachum, Cosmin Paduraru, George Tucker, Ziyu Wang, Mohammad Norouzi

* ICLR 2021. 17 pages 

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